Learning curve models and applications: Literature review and research directions

Adler, 1991, Behind the learning curve: a sketch of the learning process, Management Science, 37, 267, 10.1287/mnsc.37.3.267 Agrell, 2002, Incentive plans for productive efficiency, innovation and learning, International Journal of Production Economics, 78, 1, 10.1016/S0925-5273(00)00097-9 Alamri, 2007, The effects of learning and forgetting on the optimal production lot size for deteriorating items with time varying demand and deterioration rates, International Journal of Production Economics, 107, 125, 10.1016/j.ijpe.2006.08.004 Alizon, 2008, Product family design: strategic principles to choose between product-driven and platform-driven processes Anderson, 1982, Acquisition of cognitive skill, Psychological Review, 89, 369, 10.1037/0033-295X.89.4.369 Anzanello, 2011, Selecting the best clustering variables for grouping mass-customized products involving workers learning, International Journal of Production Economics, 130, 268, 10.1016/j.ijpe.2011.01.009 Anzanello, 2007, Learning curve modelling of work assignment in mass customized assembly lines, International Journal of Production Research, 45, 2919, 10.1080/00207540600725010 Anzanello, 2010, Scheduling learning dependent jobs in customized assembly lines, International Journal of Production Research, 48, 6683, 10.1080/00207540903307599 Argote, 1999 Askin, 2001 Azizi, 2010, Modeling job rotation in manufacturing systems: the study of employee’s boredom and skill variations, International Journal of Production Economics, 123, 69, 10.1016/j.ijpe.2009.07.010 Badiru, 2009, Half-life theory of learning curves for system performance analysis, IEEE Systems Journal, 3, 154, 10.1109/JSYST.2009.2017394 Badiru, 1992, Computational survey of univariate and multivariate learning curve models, IEEE Transactions on Engineering Management, 39, 176, 10.1109/17.141275 Bailey, 1989, Forgetting and the learning curve: a laboratory study, Management Science, 35, 340, 10.1287/mnsc.35.3.340 Bailey, 1997, The relation between fit and prediction for alternative forms of learning curves and relearning curves, IIE Transactions, 29, 487, 10.1080/07408179708966355 Bailey, 2003, Using parameter prediction models to forecast post-interruption learning, IIE Transactions, 35, 1077, 10.1080/714044438 Baloff, 1966, The learning curve – some controversial issues, The Journal of Industrial Economics, 14, 275, 10.2307/2097555 Baloff, 1971, Extension of the learning curve – some empirical results, Operational Research Quarterly, 22, 329, 10.1057/jors.1971.77 Ben-Akiva, 1998, Multi-featured products and services: analysing pricing and bundling strategies, Journal of Forecasting, 17, 175, 10.1002/(SICI)1099-131X(199806/07)17:3/4<175::AID-FOR690>3.0.CO;2-N Biskup, 1999, Single-machine scheduling with learning considerations, European Journal of Operational Research, 115, 173, 10.1016/S0377-2217(98)00246-X Blancett, 2002, Learning from productivity learning curves, Research-Technology Management, 43, 54, 10.1080/08956308.2002.11671501 Camm, 1987, The unit learning curve approximation of total costs, Computers and Industrial Engineering, 12, 205, 10.1016/0360-8352(87)90014-3 Chambers, 2000, Experience curves in services: macro and micro level approaches, International Journal of Operations & Production Management, 20, 842, 10.1108/01443570010330757 Chen, 2008, Optimal lot size with learning consideration on an imperfect production system with allowable shortages, International Journal of Production Economics, 113, 459, 10.1016/j.ijpe.2007.03.025 Chen, 2009, Enhancing the yield competitiveness of a semiconductor fabrication factory with dynamic capacity re-allocation, Computers & Industrial Engineering, 57, 931, 10.1016/j.cie.2009.03.007 Cheng, 2011, A two-agent single-machine scheduling problem with truncated sum-of-processing-times-based learning considerations, Computers & Industrial Engineering, 60, 534, 10.1016/j.cie.2010.12.008 Chowdhury, 2010, Shape commonalization to develop common platforms for mass customization, 125 Cook, 1991, Competitive model of the Japanese firm, Journal of Policy Modelling, 13, 93, 10.1016/0161-8938(91)90004-I Cox, 1967, Product life cycles as marketing models, Journal of Business, 40, 375, 10.1086/295003 Da Silveira, 2001, Mass customization: literature review and research directions, International Journal of Production Economics, 72, 1, 10.1016/S0925-5273(00)00079-7 Dardan, 2006, An application of the learning curve and the nonconstant-growth dividend model: IT investment valuation at Intel Corporation, Decision Support Systems, 41, 688, 10.1016/j.dss.2004.10.004 Dar-El, 1991, Using learning theory in assembly lines for new products, International Journal of Production Economics, 25, 103, 10.1016/0925-5273(91)90082-5 Dar-El, 2000 Davidovitch, 2008, Simulation-based learning: the learning–forgetting–relearning process and impact of learning history, Computers & Education, 50, 866, 10.1016/j.compedu.2006.09.003 Demeester, 2005, Managing learning resources for consecutive product generations, International Journal of Production Economics, 95, 65, 10.1016/j.ijpe.2004.01.005 Eden, 1998, Dismantling the learning curve: the role of disruptions on the planning of development projects, International Journal of Project Management, 16, 131, 10.1016/S0263-7863(97)00053-7 Eyring, 1993, A cross-level units-of-analysis approach to individual differences in skill acquisition, Journal of Applied Psychology, 78, 805, 10.1037/0021-9010.78.5.805 Fine, 1986, Quality improvement and learning in productive systems, Management Science, 32, 1301, 10.1287/mnsc.32.10.1301 Fioretti, 2007, The organizational learning curve, European Journal of Operational Research, 177, 1375, 10.1016/j.ejor.2005.04.009 Fogliatto, 2008, Mass customization: a method for market segmentation and choice menu design, International Journal of Production Economics, 111, 606, 10.1016/j.ijpe.2007.02.034 Franceschini, 2002, Asymptotic defectiveness of manufacturing plants: an estimate based on process learning, International Journal of Production Research, 40, 537, 10.1080/00207540110090948 Frazer, 2003, The effects of job rotation on the risk of reporting low back pain, Ergonomics, 46, 904, 10.1080/001401303000090161 Fujita, 1998, Simultaneous optimization of product family sharing system structure and configuration Garvin, 2000 Gavious, 2003, Optimal knowledge outsourcing model, Omega, 31, 451, 10.1016/j.omega.2003.08.001 Globerson, 1997, Statistical attributes of the power learning curve model, International Journal of Production Research, 35, 699, 10.1080/002075497195669 Globerson, 1987, Incorporating forgetting into learning curves, International Journal of Production Management, 7, 80, 10.1108/eb054802 Globerson, 1984, The deviation of actual performance around learning curve models, International Journal of Production Research, 22, 51, 10.1080/00207548408942429 Globerson, 1989, The impact of breaks on forgetting when performing a repetitive task, IIE Transactions, 21, 376, 10.1080/07408178908966244 Gold, 1981, Changing perspectives on size, scale, and returns: an interpretive survey, Journal of Economic Literature, 19, 5 Gruber, 1992, The learning curve in the production of semiconductor memory chips, Applied Economics, 24, 885, 10.1080/00036849200000056 Gruber, 1994, The yield factor and the learning curve in semiconductor production, Applied Economics, 26, 837, 10.1080/00036849400000100 Gruber, 1996, Trade policy and learning by doing: the case of semiconductors, Research Policy, 25, 723, 10.1016/0048-7333(95)00858-6 Gruber, 1998, Learning by doing and spillovers: further evidence for the semiconductor industry, Review of Industrial Organization, 13, 697, 10.1023/A:1007740416004 Hackett, 1983, Application of a set of learning curve models to repetitive tasks, Radio and Eletronic Engineer, 53, 25, 10.1049/ree.1983.0007 Hamade, 2007, Evaluating the learning process of mechanical CAD students, Computers & Education, 49, 640, 10.1016/j.compedu.2005.11.009 Hamade, 2009, Analyzing CAD competence with univariate and multivariate learning curve models, Computers & Industrial Engineering, 56, 1510, 10.1016/j.cie.2008.09.025 Heimerl, 2010, Work assignment to and qualification of multi-skilled human resources under knowledge depreciation and company skill level targets, International Journal of Production Research, 48, 3759, 10.1080/00207540902852785 Hewitt, 1992, The effects of unequal relearning rates on estimating forgetting parameters associated with performance curves, International Journal of Industrial Ergonomics, 10, 217, 10.1016/0169-8141(92)90035-X Howell, 1980, Learning curves for new products, Industrial Marketing Management, 9, 97, 10.1016/0019-8501(80)90014-0 Howell, 1990, Parameter instability in learning curve models - invited comments on papers by Towill and by sharp and price, International Journal of Forecasting, 6, 541, 10.1016/0169-2070(90)90032-7 Hurley, 1996, When are we going to change the learning curve lecture?, Computers Operations Research, 23, 509, 10.1016/0305-0548(95)00031-3 Jaber, 2007, Economic manufacture quantity (EMQ) model with lot-size dependent learning and forgetting rates, International Journal of Production Economics, 108, 359, 10.1016/j.ijpe.2006.12.020 Jaber, 2004, Learning curves for process generating defects requiring reworks, European Journal of Production Research, 159, 663 Jaber, 2008, Learning curves for imperfect production processes with reworks and process restoration interruptions, European Journal of Operational Research, 189, 93, 10.1016/j.ejor.2007.05.024 Jaber, 2010, Managing yield by lot splitting in a serial production line with learning, rework and scrap, International Journal of Production Economics, 124, 32, 10.1016/j.ijpe.2009.09.004 Jaber, 2004, Variant versus invariant time to total forgetting: the learn-forget curve model revisited, Computers & Industrial Engineering, 46, 697, 10.1016/j.cie.2004.05.006 Jaber, 2011, An economic production and manufacturing model with learning effects, International Journal of Production Economics, 131, 115, 10.1016/j.ijpe.2009.04.019 Jaber, 2009, Lot sizing with learning, forgetting and entropy cost, International Journal of Production Economics, 118, 19, 10.1016/j.ijpe.2008.08.006 Jaber, 2008, Economic production quantity model for items with imperfect quality subject to learning effects, International Journal of Production Economics, 115, 143, 10.1016/j.ijpe.2008.05.007 Jaber, 2003, Countering forgetting through training and deployment, International Journal of Production Economics, 85, 33, 10.1016/S0925-5273(03)00084-7 Jaber, 1996, Production breaks and the learning curve: the forgetting phenomenon, Applied Mathematics Modelling, 20, 162, 10.1016/0307-904X(95)00157-F Jaber, 1997, A comparative study of learning curves with forgetting, Applied Mathematics Modelling, 21, 523, 10.1016/S0307-904X(97)00055-3 Jaber, 1999, The economic manufacture/order quantity (EMQ/EOQ) and the learning curve: past, present, and future, International Journal of Production Economics, 59, 93, 10.1016/S0925-5273(98)00027-9 Jaber, 2001, Economic lot sizing with learning and continuous time discounting: is it significant?, International Journal of Production Economics, 71, 135, 10.1016/S0925-5273(00)00113-4 Jaber, 2003, Lot sizing with learning and forgetting in set-ups and in production quality, International Journal of Production Economics, 83, 95, 10.1016/S0925-5273(02)00322-5 Jaber, 2007, Observations on the economic order (manufacture) quantity model with learning and forgetting, International Transactions in Operational Research, 14, 91, 10.1111/j.1475-3995.2007.00561.x Jaber, 2004, A note on “An empirical comparison of forgetting models”, IEEE Transactions on Engineering Management, 51, 233, 10.1109/TEM.2004.826017 Jaber, 2004, A numerical comparison of three potential learning and forgetting models, International Journal of Production Economics, 92, 281, 10.1016/j.ijpe.2003.10.019 Jaber, 2006, Learning and forgetting models and their applications, 30.1 Janiak, 2008, A new approach to the learning effect: beyond the learning curve restrictions, Computers & Operations Research, 35, 3727, 10.1016/j.cor.2007.04.007 Janiak, 2009, Solution algorithms for the makespan minimization problem with the general learning model, Computers & Industrial Engineering, 56, 1301, 10.1016/j.cie.2008.07.019 Jarkas, 2010, Critical investigation into the applicability of the learning curve theory to rebar fixing labor productivity, Journal of Construction Engineering and Management – ASCE, 136, 1279, 10.1061/(ASCE)CO.1943-7862.0000236 Jovanovic, 1979, Job matching and the theory of turnover, Journal of Political Economy, 87, 972, 10.1086/260808 Kanfer, 1990, Motivation and individual differences in learning: an integration of developmental, differential and cognitive perspectives, Learning and Individual Differences, 2, 221, 10.1016/1041-6080(90)90023-A Kannan, 1999, Cellular vs process layouts: an analytic investigation of the impact of learning on shop performance, Omega, 27, 583, 10.1016/S0305-0483(99)00020-1 Karaoz, 2005, Dynamic technological learning trends in Turkish manufacturing industries, Technological Forecasting-Social Change, 72, 866, 10.1016/j.techfore.2004.09.005 Klenow, 1998, Learning curves and the cyclical behavior of manufacturing industries, Review of Economic Dynamics, 1, 531, 10.1006/redy.1998.0014 Knecht, 1974, Costing, technological growth and generalized learning curves, Operations Research Quarterly, 25, 487, 10.1057/jors.1974.82 Kopcso, 1983, Learning curves and lot sizing for independent and dependent demand, Journal of Operations Management, 4, 73, 10.1016/0272-6963(83)90026-8 Kortge, 1993, Link sales training and product life cycles, Industrial Marketing Management, 22, 239, 10.1016/0019-8501(93)90011-U Kortge, 1994, Linking experience, product life and learning curves, calculating the perceived value price range, Industrial Marketing Management, 23, 221, 10.1016/0019-8501(94)90036-1 Koulamas, 1992, Quality improvement through product redesign and the learning curve, Omega, 20, 161, 10.1016/0305-0483(92)90070-N Kuijer, 1999, Job rotation as a factor in reducing physical workload at a refuse collecting department, Ergonomics, 42, 1167, 10.1080/001401399185054 Lam, 2001, Understanding the effect of the learning-forgetting phenomenon to duration of projects construction, International Journal of Project Management, 19, 411, 10.1016/S0263-7863(00)00025-9 Lee, 2010, Design and validation of virtually multiple mouse wheels, International Journal of Industrial Ergonomics, 40, 392, 10.1016/j.ergon.2010.03.004 Levy, 1965, Adaptation in the production process, Management Science, 11, 136, 10.1287/mnsc.11.6.B136 Li, 1997, The impact of quality on learning, Journal of Operations Management, 15, 181, 10.1016/S0272-6963(97)00003-X Li, 1998, A learning curve model with knowledge depreciation, European Journal of Operational Research, 105, 143, 10.1016/S0377-2217(97)00033-7 Lieberman, 1984, The learning curve and pricing in the chemical processing industries, The RAND Journal of Economics, 15, 213, 10.2307/2555676 Liechty, 2001, Choice menus for mass customization: an experimental approach for analyzing customer demand with an application to a web-based information service, Journal of Marketing Research, 38, 183, 10.1509/jmkr.38.2.183.18849 Lodree, 2009, Taxonomy for integrating scheduling theory and human factors: review and research opportunities, International Journal of Industrial Ergonomics, 39, 39, 10.1016/j.ergon.2008.05.001 Mazur, 1978, Learning as accumulation: a reexamination of the learning curve, Psychological Bulletin, 85, 1256, 10.1037/0033-2909.85.6.1256 Mazzola, 1998, Multiproduct production planning in the presence of work-force learning, European Journal of Operational Research, 106, 336, 10.1016/S0377-2217(97)00278-6 McIntyre, 1977, Cost-volume-profit analysis adjusted for learning, Management Science, 24, 149, 10.1287/mnsc.24.2.149 Mosheiov, 2003, Scheduling with general job-dependent learning curves, European Journal of Operational Research, 147, 665, 10.1016/S0377-2217(02)00358-2 Mosheiov, 2001, Scheduling problems with learning effect, European Journal of Operational Research, 132, 687, 10.1016/S0377-2217(00)00175-2 Müller, 2010, Muscular load and performance compared between a pen and a computer mouse as input devices, International Journal of Industrial Ergonomics, 40, 607, 10.1016/j.ergon.2010.08.004 Muth, 1983, Learning effect in economic lot sizing, Management Science, 29, 102, 10.1287/mnsc.29.2.264 Nadeau, 2010, A dynamic process-based cost modeling approach to understand learning effects in manufacturing, International Journal of Production Economics, 128, 223, 10.1016/j.ijpe.2010.07.016 Naim, 1990, An engineering approach to LSE modelling of experience curves in the electricity supply industry, International Journal of Forecasting, 6, 549, 10.1016/0169-2070(90)90033-8 Natter, 2001, The effect of incentive schemes and organizational arrangements on the new product development process, Management Science, 47, 1029, 10.1287/mnsc.47.8.1029.10228 Nembhard, 2002, Task complexity effects on between-individual learning/forgetting variability, International Journal of Industrial Ergonomics, 29, 297, 10.1016/S0169-8141(01)00070-1 Nembhard, 2000, An individual-based description of learning within an organization, IEEE Transactions on Engineering Management, 47, 370, 10.1109/17.865905 Nembhard, 2000, Experimental learning and forgetting for manual and cognitive tasks, International Journal of Industrial Ergonomics, 25, 315, 10.1016/S0169-8141(99)00021-9 Okolowski, 2010, Exact and heuristic algorithms for parallel-machine scheduling with DeJong’s learning effect, Computers & Industrial Engineering, 59, 272, 10.1016/j.cie.2010.04.008 Oliva, 2002, Way beyond web sites, Marketing Management, 11, 46 Ortega, 2001, Job rotation as a learning mechanism, Management Science, 47, 1361, 10.1287/mnsc.47.10.1361.10257 Pananiswami, 1991, Behavioral implications of the learning curve for production capacity analysis, International Journal of Production Economics, 24, 157, 10.1016/0925-5273(91)90162-M Park, 2003, Learning by doing and spillovers: an empirical study on the TFT-LCD industry Pinedo, 2008 Plaza, 2008, Learning and performance in ERP implementation projects: a learning-curve model for analyzing and managing consulting costs, International Journal of Production Economics, 115, 72, 10.1016/j.ijpe.2008.05.005 Plaza, 2010, A comparative analysis of learning curves: implications for new technology implementation management, European Journal of Operational Research, 200, 518, 10.1016/j.ejor.2009.01.010 Pramongkit, 2000, Analysis of technological learning for the Thai manufacturing industry, Technovation, 20, 189, 10.1016/S0166-4972(99)00125-X Pramongkit, 2002, Productivity growth and learning potentials of Thai industry, Technological Forecasting and Social Change, 69, 89, 10.1016/S0040-1625(99)00088-8 Pratsini, 2000, The capacitated dynamic lot size problem with variable technology, Computers & Industrial Engineering, 38, 493, 10.1016/S0360-8352(00)00061-9 Rachamadugu, 1997, Policies for lot sizing with setup learning, International Journal of Production Economics, 48, 157, 10.1016/S0925-5273(97)82105-6 Rea, 1997 Rink, 1979, Product life cycle research: a literature review, Journal of Business Research, 7, 219, 10.1016/0148-2963(79)90030-4 Salameh, 2000, Economic production quantity model for items with imperfect quality, International Journal of Production Economics, 4, 59, 10.1016/S0925-5273(99)00044-4 Salameh, 1993, Mathematical modelling of the effect of human learning in the finite production inventory model, Applied Mathematics Modelling, 17, 613, 10.1016/0307-904X(93)90070-W Saraswat, 1990, Organizational learning curve in software installation: an empirical investigation, Information & Management, 19, 53, 10.1016/0378-7206(90)90014-9 Serel, 2003, Investing in quality under autonomous and induced learning, IIE Transactions, 35, 545, 10.1080/07408170304415 Shafer, 2001, The effects of worker learning, forgetting and heterogeneity on assembly line productivity, Management Science, 47, 1639, 10.1287/mnsc.47.12.1639.10236 Smunt, 2003, Improving operations planning with learning curves: overcoming the pitfalls of “Messy” shop floor data, Journal of Operations Management, 21, 93, 10.1016/S0272-6963(02)00088-8 Smunt, 1999, Log-linear and non-log-linear learning curve models for production research and cost estimation, International Journal of Production Research, 37, 3901, 10.1080/002075499189826 Spence, 1981, The learning curve and competition, The Bell Journal of Economics, 12, 49, 10.2307/3003508 Sturm, 1999, Cost and quality trends under managed care: is there a learning curve in behavior health carve-out plans?, Journal of Health Economics, 18, 593, 10.1016/S0167-6296(99)00011-9 Tapiero, 1987, Production learning and quality control, IIE Transactions, 19, 362, 10.1080/07408178708975408 Teng, 1996, Optimal strategies for general price-quality decision models of new products with learning production costs, European Journal of Operational Research, 93, 476, 10.1016/0377-2217(96)00028-8 Teplitz, 1991 Terwiesch, 2001, Learning and process improvement during production ramp-up, International Journal of Production Economics, 70, 1, 10.1016/S0925-5273(00)00045-1 Tompkins, 1996 Towill, 1985, Management systems applications of learning curves and progress, Functions. Eng. Costs Production Econ., 9, 369, 10.1016/0167-188X(85)90046-1 Towill, 1990, Forecasting learning curves, International Journal of Forecasting, 6, 25, 10.1016/0169-2070(90)90095-S Uzumeri, 1998, A population of learners: a new way to measure organizational learning, Journal of Operations Management, 16, 515, 10.1016/S0272-6963(97)00017-X Vigil, 1994, Estimating the effects of parameter variability on learning curve model predictions, International Journal of Production Economics, 34, 187, 10.1016/0925-5273(94)90035-3 Vits, 2002, Performance improvement theory, International Journal of Production Economics, 77, 285, 10.1016/S0925-5273(00)00087-6 Wahab, 2010, Economic order quantity model for items with imperfect quality, different holding costs, and learning effects: a note, Computers & Industrial Engineering, 58, 186, 10.1016/j.cie.2009.07.007 Waterworth, 2000, Relearning the learning curve: a review of the derivation and applications of learning-curve theory, Project Management Journal, 31, 24, 10.1177/875697280003100105 Weber, 2010, Optimizing your position on the operating curve: how can a fab truly maximize its performance?, IEEE Transactions on Semiconductor Manufacturing, 23, 21, 10.1109/TSM.2009.2039248 Wickens, 1998 Womer, 1979, Learning curves, production rate and program costs, Management Science, 25, 312, 10.1287/mnsc.25.4.312 Wright, 1936, Factors affecting the cost of airplanes, Journal of the Aeronautical Sciences, 3, 122, 10.2514/8.155 Wu, 2011, Some single-machine scheduling problems with a truncation learning effect, Computers & Industrial Engineering, 60, 790, 10.1016/j.cie.2011.01.016 Yang, 2009, On-line SPC with consideration of learning curve, Computers & Industrial Engineering, 57, 1089, 10.1016/j.cie.2009.04.015 Yelle, 1976, Estimating learning curves for potencial products, Industrial Marketing Management, 5, 147, 10.1016/0019-8501(76)90037-7 Yelle, 1979, The learning curve: historical review and comprehensive survey, Decision Science, 10, 302, 10.1111/j.1540-5915.1979.tb00026.x Yelle, 1980, Learning curves: interaction of marketing and production, Industrial Marketing Management, 9, 311, 10.1016/0019-8501(80)90046-2 Yelle, 1983, Adding life cycles to learning curves, Long Range Planning, 16, 82, 10.1016/0024-6301(83)90011-0 Zamiska, 2007, Worker deployment in dual resource constrained systems with a task-type factor, European Journal of Operational Research, 177, 1507, 10.1016/j.ejor.2005.04.018 Zangwill, 1998, Toward a theory of continuous improvement and the learning curve, Management Science, 44, 910, 10.1287/mnsc.44.7.910 Zangwill, 2000, The learning curve: a new perspective, International Transactions in Operational Research, 7, 595, 10.1111/j.1475-3995.2000.tb00219.x